Created
January 25, 2024 15:12
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Carnivore mortality study on NHANES I dataset.
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is_carnivore_in_1971 = {} | |
is_alive_in_1992 = {} | |
age_of_death = {} | |
with open('nhanes/DU4701.txt', 'r') as fd: | |
rows = fd.readlines() | |
for row in rows: | |
sample = row[0:5] | |
meat_freq = int(row[224:228]) | |
diet = [0, 0, 0] | |
carnivore = 0 | |
if 1010 <= meat_freq <= 1090: | |
carnivore += 1 | |
fish_freq = int(row[229:232]) | |
if 1010 <= fish_freq <= 1090: | |
carnivore += 1 | |
egg_freq = int(row[232:236]) | |
if 1010 <= egg_freq <= 1090: | |
carnivore += 1 | |
beans_freq = int(row[240:244]) | |
if 1010 <= beans_freq <= 1090: | |
carnivore -= 3 | |
fruits_freq = int(row[244:248]) | |
if 0000 <= fruits_freq <= 0000: | |
carnivore += 3 | |
if 1010 <= fruits_freq <= 1090: | |
carnivore -= 3 | |
is_carnivore_in_1971[sample] = (carnivore >= 1) | |
with open('nhanes/n92vitl.txt', 'r') as fd: | |
rows = fd.readlines() | |
for row in rows: | |
sample = row[11:16] | |
current_vital_status = int(row[16]) | |
if current_vital_status == 1: | |
is_alive_in_1992[sample] = True | |
elif current_vital_status == 3: | |
is_alive_in_1992[sample] = False | |
age_of_death[sample] = int(row[66:68]) | |
dead_carnivores = 0 | |
live_carnivores = 0 | |
dead_others = 0 | |
live_others = 0 | |
dead_carnivores_ages = [] | |
dead_others_ages = [] | |
for sample in is_alive_in_1992: | |
if is_alive_in_1992[sample]: | |
if sample not in is_carnivore_in_1971: | |
pass | |
elif is_carnivore_in_1971[sample]: | |
live_carnivores += 1 | |
else: | |
live_others += 1 | |
else: | |
if sample not in is_carnivore_in_1971: | |
pass | |
elif is_carnivore_in_1971[sample]: | |
dead_carnivores += 1 | |
dead_carnivores_ages.append(age_of_death[sample]) | |
else: | |
dead_others += 1 | |
dead_others_ages.append(age_of_death[sample]) | |
print("mortality of carnivores: ", dead_carnivores / (live_carnivores + dead_carnivores)) | |
print("mortality of others: ", dead_others / (live_others + dead_others)) | |
print("average age of death of carnivore: ", sum(dead_carnivores_ages) / len(dead_carnivores_ages)) | |
print("average age of death of others: ", sum(dead_others_ages) / len(dead_others_ages)) | |
# mortality of carnivores: 0.48297604035308955 | |
# mortality of others: 0.37023797364926975 | |
# average age of death of carnivore: 72.35770234986946 | |
# average age of death of others: 74.23310344827586 |
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